{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "import scipy\n",
    "import math\n",
    "import os\n",
    "import sys\n",
    "\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "import pylab as plt\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.autograd import Variable\n",
    "\n",
    "import face_alignment\n",
    "import vrn_unguided\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "### initial \n",
    "enable_cuda = True\n",
    "#\n",
    "FA = face_alignment.FaceAlignment(face_alignment.LandmarksType._2D, enable_cuda=False, flip_input=False)\n",
    "#\n",
    "VRN = vrn_unguided.vrn_unguided\n",
    "VRN.load_state_dict(torch.load('models/vrn_unguided.pth'))\n",
    "if enable_cuda:\n",
    "    VRN.cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    }
   ],
   "source": [
    "### get landmarks from test image\n",
    "image_file = 'examples/star-1.jpg'\n",
    "image = cv.imread(image_file)\n",
    "try:\n",
    "    image_height, image_width, image_depth = image.shape\n",
    "except:\n",
    "    print('cannot load image:', image_file)\n",
    "#\n",
    "preds = FA.get_landmarks(image)\n",
    "print len(preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2d310a3410>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nOAIso5FGI5Ks6LFYtYdbYdcQi1sNukH09ATpHIwPsh6D91JKYVnWthWuevdN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QK/kyh653OqOybr3/UJbbf19d9vpFnc7Pi8Xe3O0Cyo3STjAbRbk2WEQIjqezfbrB4RqIempjff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tB5RSHwT+UUrpk0qpLwM/k1J6Mf/tm8BPpZTuPvSZfw34a/nXHwLuAZde84jlFlfjeTN53MYD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\n8v8DaK0UXtOjDfYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16016ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### landmarks  vis\n",
    "canvas = image.copy()\n",
    "minX=1000\n",
    "maxX=0\n",
    "minY=1000\n",
    "maxY=0\n",
    "for var in  preds[0]:\n",
    "    if minX > var[0]:\n",
    "        minX = var[0]\n",
    "    if maxX < var[0]:\n",
    "        maxX = var[0]\n",
    "    if minY > var[1]:\n",
    "        minY = var[1]\n",
    "    if maxY < var[1]:\n",
    "        maxY = var[1]\n",
    "    \n",
    "    cv.circle(canvas, (var[0], var[1]), 4, [128, 0, 255], thickness=-1)\n",
    "#\n",
    "plt.imshow(canvas[:,:,[2,1,0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2d31091450>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JTIBKo8pNG6TtrkHugpQd7e1V0+CghyDph1JoAS2ODSoUAcE4ynQ4HJIUCQ0d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\nNrZ77P8DbjTk4KWdK6wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xad6b990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### crop face image\n",
    "scale=90/math.sqrt((minX-maxX)*(minY-maxY))\n",
    "width=maxX-minX\n",
    "height=maxY-minY\n",
    "cenX=width/2\n",
    "cenY=height/2\n",
    "\n",
    "x= int( (minX+cenX)*scale )\n",
    "y= int( (minY+cenY)*scale )\n",
    "#print x,y,scale\n",
    "\n",
    "resized_image = cv.resize(image, (0,0), fx=scale, fy=scale, interpolation=cv.INTER_CUBIC)\n",
    "rh,rw,rc =  resized_image.shape\n",
    "\n",
    "#\n",
    "crop_width = 192\n",
    "crop_height = 192\n",
    "left = 0\n",
    "top = 0\n",
    "right = 0\n",
    "bottom = 0\n",
    "cx = x\n",
    "cy = y\n",
    "if x < crop_width/2:\n",
    "    left = crop_width/2 - x\n",
    "    cx = x + left\n",
    "if y < crop_height/2:\n",
    "    top = crop_height/2 - y\n",
    "    cy = y + top\n",
    "if rw - x < crop_width/2:\n",
    "    right =  crop_width/2 + x - rw;\n",
    "if rh - y < crop_height/2:\n",
    "    bottom = crop_height/2 + y - rh\n",
    "#\n",
    "crop_image = cv.copyMakeBorder(resized_image,top, bottom, left, right,cv.BORDER_REFLECT)\n",
    "crop_image = crop_image[cy-crop_height/2:cy+crop_height/2, cx-crop_width/2:cx+crop_width/2, :]\n",
    "plt.imshow(crop_image[:,:,[2,1,0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 200, 192, 192])\n"
     ]
    }
   ],
   "source": [
    "### vrn output\n",
    "inp = torch.from_numpy(crop_image.transpose((2, 0, 1))).float().unsqueeze_(0)\n",
    "if enable_cuda:\n",
    "    inp = inp.cuda()\n",
    "out = VRN(Variable(inp, volatile=True))[-1].data.cpu()\n",
    "print(out.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Calculated the isosurface, save at obj file:', 'output.obj')\n"
     ]
    }
   ],
   "source": [
    "### save to obj file\n",
    "import mcubes\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "\n",
    "im =  crop_image[:,:,[2,1,0]] #RGB\n",
    "vol = out.numpy()\n",
    "vol = vol.reshape((200,192,192))*255.0\n",
    "vol = vol.astype(float)\n",
    "\n",
    "vertices, triangles = mcubes.marching_cubes(vol, 10)\n",
    "\n",
    "vertices = vertices[:,(2,1,0)]\n",
    "vertices[:,2] *= 0.5 # scale the Z component correctly\n",
    "\n",
    "r = im[:,:,0].flatten()\n",
    "g = im[:,:,1].flatten()\n",
    "b = im[:,:,2].flatten()\n",
    "\n",
    "vcx,vcy = np.meshgrid(np.arange(0,192),np.arange(0,192))\n",
    "vcx = vcx.flatten()\n",
    "vcy = vcy.flatten()\n",
    "vc = np.vstack((vcx, vcy, r, g, b)).transpose()\n",
    "neigh = NearestNeighbors(n_neighbors=1)\n",
    "neigh.fit(vc[:,:2])\n",
    "n = neigh.kneighbors(vertices[:,(0,1)], return_distance=False)\n",
    "colour = vc[n,2:].reshape((vertices.shape[0],3)).astype(float) / 255\n",
    "\n",
    "vc = np.hstack((vertices, colour))\n",
    "\n",
    "obj_file = 'output.obj'\n",
    "with open(obj_file, 'w') as f:\n",
    "    for v in range(0,vc.shape[0]):\n",
    "        f.write('v %0.2f %0.2f %0.2f %0.2f %0.2f %0.2f\\n' % (vc[v,0],vc[v,1],vc[v,2],vc[v,3],vc[v,4],vc[v,5]))\n",
    "\n",
    "    for t in range(0,triangles.shape[0]):\n",
    "        f.write('f {} {} {}\\n'.format(*triangles[t,:]+1))\n",
    "\n",
    "print('Calculated the isosurface, save at obj file:',obj_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7f2d3148a350>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gAXJaOnGrOnGWDXkjw7EV/3tqNO+E+DGbD59YUyGLebMPxE8YrpqQxRAVUnbJ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\nZHQVx3YzoZUEpngKBkFLgq4qspogZ8S7bSZO256F10Zz2phwnHE5xd9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hGvK1Tg25lIa8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\nURQ3oQKyoiiKm1ABWVEUxU38D4+3JcPb14Q8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d29bc09d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### plot 3d mesh\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "verts, faces = mcubes.marching_cubes(vol, 10)\n",
    "ax.plot_trisurf(verts[:, 0], verts[:, 1], faces, verts[:, 2],\n",
    "                cmap='Spectral', lw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
